{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H-PqWcJu73hN"
      },
      "source": [
        "## Introduction to Polymer SMILES **(PSMILES)**: Formation and Tokenization of Polymer String Representation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sZhHuPi68Chy"
      },
      "source": [
        "### Table of Contents:\n",
        "1. [Introduction](#intro)\n",
        "  - [Setup and Imports](#intro1)\n",
        "2. [PolymerSMILES (PSMILES)](#psmiles)\n",
        "  - [Basic String Syntax](#psmiles1)\n",
        "  - [Canonicalization Routine for PSMILES](#psmiles2)\n",
        "    - [Importance of canonicalization of PSMILES](#psmiles21)\n",
        "    - [Steps for Canonicalization](#psmiles22)\n",
        "\n",
        "3. [Tokenization of PSMILES with SentencePiece](#token)\n",
        "  - [Introduction to SentencePiece](#token1)\n",
        "  - [Implementing SentencePiece](#token2)\n",
        "\n",
        "4. [Applications and Limitations](#app)\n",
        "\n",
        "5. [Summary](#sum)\n",
        "\n",
        "6. [References](#ref)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OOgHJk8C9DbV"
      },
      "source": [
        "### 1. Introduction <a id=\"intro\"></a>\n",
        "\n",
        "Polymer SMILES (PSMILES) `[2]` is an extension of the Simplified Molecular Input Line Entry System (SMILES)`[1]` notation, which is used to represent the structures of polymers. While traditional SMILES is designed to depict small organic molecules, PSMILES captures the repeating units of polymers, which are often large and complex macromolecules. PSMILES can be one of the simple yet robust representation to featurize sequential polymer data into vectors. There are other representational mechanisms for polymers. You can find those in [this tutorial](https://deepchem.io/tutorials/an-introduction-to-the-polymers-and-their-representation/).\n",
        "\n",
        "Understanding and representing polymers is crucial in many fields such as materials science, biochemistry, and drug delivery. The ability to describe polymers in a machine-readable format opens up possibilities for computational analysis, database storage, and polymer informatics."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CyHLs0z32CEO"
      },
      "source": [
        "#### Setup and Imports <a id=\"intro1\"></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "pVB1C7nt2GMm",
        "outputId": "db578e7c-6c21-4c81-ee84-9c85b8d2161b"
      },
      "outputs": [],
      "source": [
        "! pip install git+https://github.com/Ramprasad-Group/canonicalize_psmiles.git\n",
        "! pip install git+https://github.com/Ramprasad-Group/psmiles.git\n",
        "! pip install rdkit"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "T6JsA3KQMATH"
      },
      "outputs": [],
      "source": [
        "from rdkit import Chem\n",
        "from rdkit.Chem import Draw\n",
        "from PIL import Image\n",
        "from io import BytesIO\n",
        "import sentencepiece as spm"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wgAq2LMX9G8E"
      },
      "source": [
        "### 2. PolymerSMILES (PSMILES) <a id=\"psmiles\"></a>\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MJvLcbr627b8"
      },
      "source": [
        "#### **Basic String Syntax** <a id=\"psmiles1\"></a>\n",
        "\n",
        "PSMILES strings are a way to represent polymer structures in a textual format. Each PSMILES string includes two star symbols (`[*]` or `*`) that mark the endpoints of the polymer's repeating unit, while adhering to the Daylight SMILES syntax as outlined by [OpenSmiles](http://opensmiles.org/opensmiles.html). Let's take example of three polymers, Polyethylene, Polyethylene Oxide, and Polypropylene. Following is the table of monomer SMILES, PSMILES and corresponding image representation.\n",
        "\n",
        "<br/>\n",
        "\n",
        "_ | Polyethylene | Polyethylene oxide | Polypropylene \n",
        "-|-|-|-\n",
        "Monomer SMILES | `C=C` | `C1CO1` | `CC=C`\n",
        "PSMILES | `[*]CC[*]` | `[*]CCO[*]` | `[*]CC([*])C`\n",
        "Image | ![](https://github.com/Ramprasad-Group/psmiles/blob/main/docs/PE.png?raw=1) | ![](https://github.com/Ramprasad-Group/psmiles/blob/main/docs/PEO.png?raw=1) | ![](https://github.com/Ramprasad-Group/psmiles/blob/main/docs/PP.png?raw=1)\n",
        "\n",
        "<br/>\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8ZPz_dwShAeM"
      },
      "source": [
        "#### **Canonicalization Routine for PSMILES** <a id=\"psmiles2\"></a>\n",
        "\n",
        "To understand the formation of PSMILES representation we can go through following canonicalization routine steps. Canonicalization is a process for converting data that has more than one possible representation into a \"standard\", \"normal\", or canonical form. In this context, canonicalization means conversion of varying SMILES representation of the polymer (due to possible open bonds) to a standard form.\n",
        "\n",
        "- **Importance of canonicalization of PSMILES** <a id=\"psmiles21\"></a>\n",
        "  - The basic PSMILES syntax can be ambiguous and non-unique, meaning the same polymer can be represented by multiple different PSMILES strings. Considering previously considered polymers, there could be following variations of PSMILES.\n",
        "\n",
        "<br/>\n",
        "\n",
        "Polyethylene | Polyethylene oxide | Polypropylene\n",
        "-|-|-\n",
        " `[*]C[*]`   | `[*]CCO[*]` | `[*]CC([*])C`\n",
        "`[*]CC[*]`  | `[*]COC[*]` | `[*]CC(CC([*])C)C`\n",
        "`[*]CCC[*]` | `[*]OCC[*]` | `CC([*])C[*]`\n",
        "\n",
        "<br/>\n",
        "\n",
        "  - The variation of PSMILES is based on varying possible open bond sites. For example the repeating unit of polyethylene could be of a single carbon (`C`) as well as seuence of repeating carbons (`CC`) or (`CCC`). We can use following code snippet to visualize this.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "dkqGo_yOLweF"
      },
      "outputs": [],
      "source": [
        "def show_mol(d2d,mol,legend='',highlightAtoms=[]):\n",
        "  d2d.DrawMolecule(mol,legend=legend, highlightAtoms=highlightAtoms)\n",
        "  d2d.FinishDrawing()\n",
        "  bio = BytesIO(d2d.GetDrawingText())\n",
        "  return Image.open(bio)\n",
        "\n",
        "def show_images(imgs,buffer=5):\n",
        "  height = 0\n",
        "  width = 0\n",
        "  for img in imgs:\n",
        "      height = max(height,img.height)\n",
        "      width += img.width\n",
        "  width += buffer*(len(imgs)-1)\n",
        "  res = Image.new(\"RGBA\",(width,height))\n",
        "  x = 0\n",
        "  for img in imgs:\n",
        "      res.paste(img,(x,0))\n",
        "      x += img.width + buffer\n",
        "  return res\n",
        "\n",
        "\n",
        "def get_variations(smiles_data: list, size:tuple = (200,200)):\n",
        "  imgs = []\n",
        "  for smi in smiles_data:\n",
        "    d2d = Draw.MolDraw2DCairo(350,300)\n",
        "    molecule = Chem.MolFromSmiles(smi[\"smiles\"])\n",
        "    imgs.append(show_mol(d2d,molecule,legend=smi[\"legend\"], highlightAtoms=smi[\"ha\"]))\n",
        "  return imgs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "YOm-pFnDMvkV",
        "outputId": "bb8216a3-b9c4-46d5-cc7e-7eb20bd7b864"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=1060x300>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "variations = get_variations([{\"smiles\":\"C=C\", \"legend\": \"Ethylene Monomer\", \"ha\": []},\n",
        "      {\"smiles\": \"[*]C[*]\", \"legend\": \"Polymer Variation 1\", \"ha\": [0, 2]},\n",
        "      {\"smiles\": \"[*]CC[*]\", \"legend\": \"Polymer Variation 2\", \"ha\": [0, 3]}])\n",
        "show_images(variations)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mv7vxQiKDl35"
      },
      "source": [
        "The highlighted portions of the molecule indicate the open bond in the repeating unit. Similarly we can visualize different variations for Polyethylene Oxide (PEO) and Polypropylene (PP) in following manner."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "4pH33z3GEFEM",
        "outputId": "7ef15e10-042e-4522-f9eb-2b60f21fdc65"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=1415x300>"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "variations = get_variations([{\"smiles\":\"C1CO1\", \"legend\": \"PEO Monomer\", \"ha\": []},\n",
        "      {\"smiles\": \"[*]CCO[*]\", \"legend\": \"Polymer Variation 1\", \"ha\": [0, 4]},\n",
        "      {\"smiles\": \"[*]COC[*]\", \"legend\": \"Polymer Variation 2\", \"ha\": [0, 4]},\n",
        "      {\"smiles\": \"[*]OCC[*]\", \"legend\": \"Polymer Variation 3\", \"ha\": [0, 4]}])\n",
        "show_images(variations)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "1jrjmirmHVqi",
        "outputId": "d9f9ecda-4853-41b9-9c23-4dbb72818cde"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=1415x300>"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "variations = get_variations([{\"smiles\":\"CC=C\", \"legend\": \"PP Monomer\", \"ha\": []},\n",
        "      {\"smiles\": \"[*]CC([*])C\", \"legend\": \"Polymer Variation 1\", \"ha\": [0, 3]},\n",
        "      {\"smiles\": \"[*]CC(CC([*])C)C\", \"legend\": \"Polymer Variation 2\", \"ha\": [0, 5]},\n",
        "      {\"smiles\": \"CC([*])C[*]\", \"legend\": \"Polymer Variation 3\", \"ha\": [2, 4]}])\n",
        "show_images(variations)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zAozODZ_IXCZ"
      },
      "source": [
        "As per above descriptions, we can find various form of polymers from same monomer molecule. Hence we require a stadardized variation to be used for our applications. The canonicalization is the process of converting the monomer molecule into a standardized representation."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qzhD_xjA5_rp"
      },
      "source": [
        "#### **Steps for Canonicalization** <a id=\"psmiles22\"></a>\n",
        "\n",
        "Following steps are followed to convert an arbitary polymer representation to a standard form for easier understanding and processibility. Along with the steps we are giving the examples of canonicalization of PEO.\n",
        "\n",
        "1. Finding the shortest representation of a PSMILES string\n",
        "\n",
        "  `[*]CCOCCO[*]` ->  `[*]CCO[*]`\n",
        "\n",
        "2. Making the PSMILES string cyclic\n",
        "\n",
        "  `[*]CCO[*]` -> `C1 CCO C1`\n",
        "\n",
        "3. Applying the canonicalization routine as implemented in RDKit\n",
        "\n",
        "  `C1 CCO C1` -> `C1 COC C1`\n",
        "\n",
        "4. Breaking the cyclic bond\n",
        "\n",
        "  `C1 COC C1` -> `[*]COC[*]`"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FgGOan4iNnXS"
      },
      "source": [
        "In the first step redundant monomer representation is squeezed to smallest repeatable unit. For example the PEO representation can be given as `[*]CCOCCO[*]` while the `CCO` section is repeated. We can also see it visually.  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "RjMUEVuaOuQi",
        "outputId": "77cdb3c4-5e77-4b37-8317-ffe195f8c83f"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=1060x300>"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "variations = get_variations([{\"smiles\":\"C1CO1\", \"legend\": \"PEO Monomer\", \"ha\": []},\n",
        "      {\"smiles\": \"[*]CCOCCO[*]\", \"legend\": \"Polymer Variation 1\", \"ha\": [1, 2, 3]},\n",
        "      {\"smiles\": \"[*]CCO[*]\", \"legend\": \"Standard Variation\", \"ha\": [1, 2, 3]}])\n",
        "show_images(variations)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kYShx_paP7P5"
      },
      "source": [
        "In the above image, we can see highlighted part in the polymer variation 1 is repeated. Hence only one repeating unit is kept in the standard variation."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YlkKYnYARokU"
      },
      "source": [
        "The second step consists of replacing the wildcard `*` atom to a cyclic carbon atom, such that the resultant polymer representation could be a valid closed SMILES to follow the canonicalization process. Considering the example of PEO, we can visualize it as below."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "GXR2kTj1Slnz",
        "outputId": "50cb2749-5fbf-4af2-e93f-dca815503f4e"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=1060x300>"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "variations = get_variations([{\"smiles\":\"C1CO1\", \"legend\": \"PEO Monomer\", \"ha\": []},\n",
        "      {\"smiles\": \"[*]CCO[*]\", \"legend\": \"Standard Variation\", \"ha\": [1, 2, 3]},\n",
        "      {\"smiles\": \"C1CCOC1\", \"legend\": \"Cyclic Variation\", \"ha\": [1, 2, 3]}])\n",
        "show_images(variations)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P3gvXguVTJUv"
      },
      "source": [
        "As the cyclic variation of the relevant molecule is formed, the modified representation can undergo standard canonicalization routine as implemented in [RDKit](https://www.rdkit.org/docs/RDKit_Book.html#searching-and-canonicalization). Using RDKit for canonicalization, we can index each atom in a definite order to impose normalization on every combination. In our case the converted variation will be something as follows."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "V2Mi1hNBZkTo",
        "outputId": "f5c74a75-e18c-4667-e515-e5419b2f3ede"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=1060x300>"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "variations = get_variations([{\"smiles\":\"C1CO1\", \"legend\": \"PEO Monomer\", \"ha\": []},\n",
        "      {\"smiles\": \"C1CCOC1\", \"legend\": \"Cyclic Variation\", \"ha\": [1, 2, 3]},\n",
        "      {\"smiles\": \"C1COCC1\", \"legend\": \"Canonicalized Variation\", \"ha\": [1, 2, 3]},\n",
        "                             ])\n",
        "show_images(variations)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YWTa7kwTaNGD"
      },
      "source": [
        "At the last step, the previously added carbon atoms to make the molecule cyclic will be removed. Hence making the final standardized form as follows."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "JbJ8Ly6nap5I",
        "outputId": "eec40c7f-cfad-471c-ff98-37af181d58e3"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<PIL.Image.Image image mode=RGBA size=1060x300>"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "variations = get_variations([{\"smiles\":\"[*]CCOCCO[*]\", \"legend\": \"Initial Monomer Input\", \"ha\": []},\n",
        "      {\"smiles\": \"C1COCC1\", \"legend\": \"Canonicalized Variation\", \"ha\": [1, 2, 3]},\n",
        "      {\"smiles\": \"[*]COC[*]\", \"legend\": \"Standardized Variation\", \"ha\": [1, 2, 3]},\n",
        "                             ])\n",
        "show_images(variations)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XlXUJ_xMcR8f"
      },
      "source": [
        "In this manner we can convert different monomer inputs to a standardized variation. The singular reprsentation will facilitate more normalized study and easier understanding. The similar process for PP can be visualized as follows."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "m1QIyEzyAIiJ",
        "outputId": "2918fb00-4156-4b6f-8195-c3989e1b6ccb"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "DEBUG:root:(1) Set labels and get connection dict \n",
            " {'atom_rings': (),\n",
            " 'bond_rings': (),\n",
            " 'index': [0, 1, 2, 3, 4, 5, 6, 7],\n",
            " 'neighbor': {'atom_type': [['C'], ['C']],\n",
            "              'bond_type': [[rdkit.Chem.rdchem.BondType.SINGLE],\n",
            "                            [rdkit.Chem.rdchem.BondType.SINGLE]],\n",
            "              'index': [[1], [4]],\n",
            "              'path': (1, 2, 3, 4)},\n",
            " 'star': {'atom_type': ['*', '*'], 'bond_type': None, 'index': [0, 5]},\n",
            " 'stereo': [],\n",
            " 'symbols': ['*', 'C', 'C', 'C', 'C', '*', 'C', 'C']}\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "SMILES: *CC(C)CC(*)C |$;N1;;;;N2;;$,atomProp:0.dummyLabel.*:6.dummyLabel.*|\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<rdkit.Chem.rdchem.RWMol at 0x792d19b43ce0>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "DEBUG:root:(2) Add bond between neighbors [[1], [4]]; bond type SINGLE SINGLE \n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "SMILES: *C1C(C)CC1(*)C |$;N1;;;;N2;;$,atomProp:0.dummyLabel.*:6.dummyLabel.*|\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<rdkit.Chem.rdchem.RWMol at 0x792d19b43ce0>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "DEBUG:root:(3) Remove stars and bonds\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "SMILES: CC1CC(C)C1 |$;N2;N1;;;$|\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<rdkit.Chem.rdchem.RWMol at 0x792d19b43ce0>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "DEBUG:root:(4) Canonicalize\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "SMILES: CC1CC(C)C1 |$;N2;N1;;;$|\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<rdkit.Chem.rdchem.RWMol at 0x792d19b5c400>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "DEBUG:root:Found 1 rings that contain N1 and N2 and have length 4\n",
            "DEBUG:root:Possible rings to break: [(1, 2, 3, 5)]\n",
            "DEBUG:root:Searching in ring (sorted index): [1, 2, 3, 5]\n",
            "DEBUG:root:Index 1 and 2 are in ring and connected with bond 5. Bond 5 is not in other rings. Break.\n",
            "DEBUG:root:(5) Break bond at atom idx 1 and 2. Bond type was SINGLE\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "SMILES: CCCC(C)C |$;N2;;;N1;$|\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<rdkit.Chem.rdchem.RWMol at 0x792d19b5c400>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "DEBUG:root:(6) Add stars at index 1 and 2 with bond type SINGLE. Renumber atoms.\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "SMILES: *CC(C)CC(*)C |atomProp:0.dummyLabel.*:6.dummyLabel.*|\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<rdkit.Chem.rdchem.Mol at 0x792d19afb0d0>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Canonicalized >> [*]CC(C)CC([*])C\n"
          ]
        }
      ],
      "source": [
        "# Set the logging level to DEBUG to get additional info\n",
        "from canonicalize_psmiles.canonicalize import canonicalize\n",
        "import logging\n",
        "logging.getLogger().setLevel(logging.DEBUG)\n",
        "\n",
        "smiles = \"[*]CC(CC([*])C)C\"\n",
        "print(\"Canonicalized >>\", canonicalize(smiles))\n",
        "\n",
        "# The N1 and N2 referred below are not Nitrogen, rather a sign to denote the endpoint atom in the molecule, where the open bonds are connected."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "86_v5AeYLuxG"
      },
      "source": [
        "For further information, refer to the [PSMILES guide](https://www.polymergenome.org/guide)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eizHGQ-xmtDy"
      },
      "source": [
        "### 3. Tokenization of PSMILES with SentencePiece <a id=\"token\"></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7wXC7uEhmvAa"
      },
      "source": [
        "#### **Introduction to SentencePiece** <a id=\"token1\"></a>\n",
        "\n",
        "SentencePiece `[4]` is an unsupervised text tokenizer and detokenizer mainly used for Natural Language Processing (NLP) tasks. It can be particularly useful for tokenizing SMILES strings, which are sequences representing chemical structures, into smaller meaningful substructures.\n",
        "\n",
        "By using SentencePiece, we can train a tokenizer specifically on SMILES strings, which will allow us to split them into meaningful tokens. Once tokenized, the SMILES strings can be converted into vector forms, which are essential for many machine learning tasks."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8C9AzIMgpUpY"
      },
      "source": [
        "#### **Implementing SentencePiece** <a id=\"token2\"></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "u36IEVCYsvFW"
      },
      "source": [
        "The basic function of a tokenizer is to split the data into meaniful unique chunks such that a vector could be formed by converting unique chunks into a relevant numerical value. In our case the same could be achieved by using sentencePiece by following below steps.\n",
        "\n",
        "1. Creating a sample text file containing SMILES value\n",
        "2. Mentioning special chemical token / vocabulary to train on\n",
        "3. Train the model by combining the data\n",
        "4. Load and use the model to tokenize new data\n",
        "\n",
        "The following code snippets does exactly the same."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "CMJPKQ0ZqWHY"
      },
      "outputs": [],
      "source": [
        "# Step 1: Writing SMILES dataset to a text file\n",
        "smiles_list = [\"C1=CC=CC=C1\", \"CCO\", \"C(O)C\", \"[*]CC[*]\",\t\"[*]COC[*]\",\t\"[*]CC(CC([*])C)C\", \"[*]CCC[*]\",\t\"[*]OCC[*]\"\t,\"CC([*])C[*]\"]  # Example SMILES\n",
        "with open(\"smiles_data.txt\", \"w\") as f:\n",
        "    for smiles in smiles_list:\n",
        "        f.write(smiles + \"\\n\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "DuAvFT0nt4Yo"
      },
      "outputs": [],
      "source": [
        "# Step 2:Mentioning special chemical token / vocabulary to train\n",
        "special_tokens = [\n",
        "    \"[*]\",\n",
        "    \"(\", \")\", \"=\", \"@\", \"#\",\n",
        "    \"0\", \"1\", \"2\", \"3\", \"4\", \"5\", \"6\", \"7\", \"8\", \"9\",\n",
        "    \"-\", \"+\",\n",
        "    \"/\", \"\\\\\",\n",
        "    \"%\", \"[\", \"]\",\n",
        "] # special tokens that are used for bond and other chemical references"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "G8GwgYy2t-bS"
      },
      "outputs": [],
      "source": [
        "# Step 3: Train the model by combining the data\n",
        "spm.SentencePieceTrainer.train(input='smiles_data.txt',\n",
        "                               model_prefix='smiles_tokenizer',\n",
        "                               vocab_size=30,\n",
        "                               input_sentence_size=5_000_000,\n",
        "                               character_coverage=1,\n",
        "                               user_defined_symbols=special_tokens,\n",
        "                               )"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rEhpC4t8q95Z",
        "outputId": "aef8cd6a-ad55-4429-87e2-32828301e871"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Tokenized SMILES: ['▁', '[*]', 'C', 'C', '(', '[*]', ')', 'C']\n"
          ]
        }
      ],
      "source": [
        "# Step 4: Use the model to tokenize new data\n",
        "\n",
        "# Load the trained SentencePiece model\n",
        "sp = spm.SentencePieceProcessor(model_file='smiles_tokenizer.model')\n",
        "\n",
        "# Tokenize a sampel PP SMILES string\n",
        "smiles = \"[*]CC([*])C\"\n",
        "tokens = sp.encode(smiles, out_type=str)\n",
        "print(\"Tokenized SMILES:\", tokens)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qsbaTHi9vBQQ"
      },
      "source": [
        "In this manner we can tokenize a valid PSMILES into relevant tokens. Once tokenized, we can use [one-hot encoding](https://www.researchgate.net/publication/377159812_One-Hot_Encoding_and_Two-Hot_Encoding_An_Introduction) and other vectorization methods to generate relevant feature vectors."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nS2h8OfR_hVF"
      },
      "source": [
        "### 4. Applications and Limitations <a id=\"app\"></a>\n",
        "\n",
        "PSMILES has been utilized in the development of the PolyBERT `[2]` model for multi-task property predictions. Its string structure is highly compatible with transformer models, creating opportunities to develop Polymer Language Models.\n",
        "\n",
        "While PSMILES provides a useful way to represent polymer structures, there are some limitations:\n",
        "\n",
        "1. **Complexity**: The notation can become unwieldy for large and complex polymers, especially those with multiple repeating units or irregular structures.\n",
        "2. **Ambiguity**: PSMILES may not fully capture stereochemistry, which is important for the several properties of the polymer.\n",
        "3. **Tool Support**: Not all cheminformatics tools support PSMILES, limiting its widespread adoption.\n",
        "\n",
        "Despite these limitations, PSMILES remains a valuable tool in polymer science for representing and analyzing polymer structures computationally."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lL93pTqD_rET"
      },
      "source": [
        "### 5. Summary <a id=\"sum\"></a>\n",
        "\n",
        "- **Introduction to PSMILES**\n",
        "\n",
        "  - Polymer SMILES (PSMILES) is an extension of the SMILES notation, specifically developed to represent polymer structures. It allows for the representation of repeating units in polymers, facilitating their computational analysis and storage in databases.\n",
        "\n",
        "- **PSMILES String Syntax and Canonicalization**\n",
        "\n",
        "  - PSMILES strings use star symbols ([*]) to mark the endpoints of the polymer's repeating unit. The syntax can be ambiguous, with multiple valid representations for the same polymer. Canonicalization is essential to standardize these representations, ensuring consistent analysis. The process involves shortening the repeating unit, forming a cyclic representation, applying canonicalization using RDKit, and breaking the cyclic bond to obtain a standardized form.\n",
        "\n",
        "- **Importance of Canonicalization**\n",
        "\n",
        "  - Canonicalization is crucial for reducing ambiguity in PSMILES strings, ensuring that different representations of the same polymer are treated consistently. This process is necessary for accurate computational studies and comparisons between polymers.\n",
        "\n",
        "- **Tokenization of PSMILES with SentencePiece**\n",
        "  - SentencePiece is introduced as an unsupervised text tokenizer, useful for tokenizing SMILES strings into smaller, meaningful tokens. The steps involve preparing a dataset of SMILES strings, defining special chemical tokens, training the SentencePiece model, and using it to tokenize new SMILES strings. Tokenized SMILES strings can then be converted into vectors for use in machine learning models.\n",
        "\n",
        "- **Applications and Limitations**\n",
        "  - PSMILES has been employed in developing models like PolyBERT for multi-task property prediction. While the notation is highly compatible with transformer models, it has limitations such as complexity for large polymers, potential ambiguity in stereochemistry, and limited support from cheminformatics tools."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FDwC1nty_va1"
      },
      "source": [
        "### 6. References <a id=\"ref\"></a>\n",
        "1. [Weininger, David. \"SMILES, a chemical language and information system. 1. Introduction to methodology and encoding rules.\" Journal of chemical information and computer sciences 28.1 (1988): 31-36.](https://pubs.acs.org/doi/pdf/10.1021/ci00057a005)\n",
        "2. [Kuenneth, Christopher, and Rampi Ramprasad. \"polyBERT: a chemical language model to enable fully machine-driven ultrafast polymer informatics.\" Nature Communications 14.1 (2023): 4099.](https://www.nature.com/articles/s41467-023-39868-6)\n",
        "3. https://github.com/Ramprasad-Group/canonicalize_psmiles\n",
        "4. [Kudo, Taku, and John Richardson. \"Sentencepiece: A simple and language independent subword tokenizer and detokenizer for neural text processing.\" arXiv preprint arXiv:1808.06226 (2018).](https://arxiv.org/abs/1808.06226)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PrjdScW1-3Yn"
      },
      "source": [
        "# Congratulations! Time to join the Community!\n",
        "\n",
        "Congratulations on completing this tutorial notebook! If you enjoyed working through the tutorial, and want to continue working with DeepChem, we encourage you to finish the rest of the tutorials in this series. You can also help the DeepChem community in the following ways:\n",
        "\n",
        "## Star DeepChem on [GitHub](https://github.com/deepchem/deepchem)\n",
        "This helps build awareness of the DeepChem project and the tools for open source drug discovery that we're trying to build.\n",
        "\n",
        "## Join the DeepChem Gitter\n",
        "The DeepChem [Gitter](https://gitter.im/deepchem/Lobby) hosts a number of scientists, developers, and enthusiasts interested in deep learning for the life sciences. Join the conversation!\n",
        "\n",
        "## Join the DeepChem Discord\n",
        "The DeepChem [Discord](https://discord.gg/cGzwCdrUqS) hosts a number of scientists, developers, and enthusiasts interested in deep learning for the life sciences. Join the conversation!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3cM4OH1X-5qn"
      },
      "source": [
        "## Citing This Tutorial\n",
        "If you found this tutorial useful please consider citing it using the provided BibTeX."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "oLFoIrEt-33z"
      },
      "outputs": [],
      "source": [
        "@manual{Intro1,\n",
        " title={Introduction to Polymer SMILES (PSMILES): Formation and Tokenization of Polymer String Representation},\n",
        " organization={DeepChem},\n",
        " author={Mohanty, Debasish},\n",
        " howpublished = {\\url{https://github.com/deepchem/deepchem/blob/master/examples/tutorials/Introduction_to_Polymer_SMILES_(PSMILES).ipynb}},\n",
        " year={2024},\n",
        "}"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.10.11"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
